PACKET-LEVEL CLUSTERING FOR MEMORY-ASSISTED COMPRESSION OF NETWORK TRAFFIC

摘要

Certain implementations of the disclosed technology may include methods and computing systems for memory-assisted compression of network packets using packet-level clustering. According to an example implementation, a method is provided. The method may include vectorizing a plurality of data packets stored in a memory, calculating respective distances between each of the respective vectorized data packets, clustering the plurality of data packets into a plurality of data packet clusters, obtaining a sample data packet to be compressed, identifying a training data packet cluster from among the plurality of data packet clusters, and compressing the sample data packet using a compression algorithm.

主权项

1. A computer-implemented method comprising:
vectorizing, by a processor, a plurality of data packets stored in a memory to provide vectorized data packets; calculating, by the processor, respective distances between each of the vectorized data packets; clustering, by the processor, the plurality of data packets into a plurality of data packet clusters based on the calculated respective distances between each of the vectorized data packets; obtaining, by the processor, a sample data packet to be compressed; identifying, by the processor, a training data packet cluster from among the plurality of data packet clusters based on the sample data packet; compressing, by the processor, the sample data packet using a compression algorithm to provide a compressed sample data packet, wherein the compressing is based at least in part on the identified training data packet cluster.